Telemetry¶

Operator desk on Pages — publish-safe, not a live dashboard.
Real state lives in ~/.hyperlex/ (receipts, score log, vector DB).

v0.4.0 Hermes skill · auto pipeline Atomic multi-term · settled Brier only Pages = static history

One command → full results. Ingest runs the backend automatically. Open analysis never invents Brier. Settlement is the only manual step for real scores.

If you are reading evidence

Start with provenance layers, the claims matrix, and a publish-safe vector sample.

Reading evidence →

If you are running the skill

Install → pipeline → pending → settle → optional vector seed / Cloud promote.

Operator loop →

Start here (automatic backend)¶

export HERMES_SKILL_DIR="${HERMES_SKILL_DIR:-$HOME/.hermes/skills/hyperlex}"
export HLX="python3 $HERMES_SKILL_DIR/scripts/hyperlex.py"

bash install.sh && $HLX doctor

# AUTO: ingest → analyze → receipt → forecasts → score log → Phase 5 risk
$HLX pipeline "rizz" --route offline
$HLX pipeline "sigma rizz locked in"   # atoms: sigma | rizz | locked in

# Only manual step for real scores:
$HLX pending
$HLX settle --forecast-id <id> --decision TRUE
$HLX score-series --mean-shift --verify-chain

Week-one: bash examples/ops/burn-in.sh

Desk¶

Reading evidence

Primary for researchers. Layers, provenance, claims matrix, vector sample.

Open guide →
Slang lineage map

Interactive constellation: 8 family hubs → atomic leaves. Instant structure.

Open map →
Pipeline (auto)

Ingest → analyze → receipt → forecasts → Phase 5.
Multi-term bags expand to atoms. May auto-index local vectors.
```
$HLX pipeline "rizz" --route offline
$HLX pipeline "sigma rizz locked in"
```
Commands · Operator loop
Atomic terms

"sigma rizz locked in" is input text, not one slang item.

Demos →
Example run
Run history

Sanitized snapshots. Not live operator state.

Catalog →
Latest

Vector index

Local sqlite/chroma · auto on ingest · promote to Cloud is explicit.
Similarity ≠ Brier.

$HLX vector-seed --backend chroma --db ~/.hyperlex/chroma \
  --through 2026-08 --include-home --include-golden
$HLX vector-search "rizz sigma aura" --backend chroma --db ~/.hyperlex/chroma --kind term
$HLX vector-sync --from-path ~/.hyperlex/chroma --to cloud

How to read scores → · Backend map

Phase 5

Transmission · multi-agent · risk · phylogeny.
SPECULATIVE · brier: null.

Phase 5 · Modules
Status

Ready surface and data dirs.

Skill status →

How to read Pages content¶

You see	Means
atoms `sigma` · `rizz` · `locked in`	Three separate scenarios (good)
term `rizz`	Single-atom run
original_seed	Free-text input only — not a blended lexicon item
vector neighbors / cosine score	Embedding similarity — not a probability, not Brier
risk tier	Advisory Phase 5 — not market advice, not Brier
Brier `null`	Correct until you settle forecasts
Families on analysis cards	Lineage counts from receipt summaries
OBSERVED / INFERRED / SPECULATIVE	Provenance of the claim

Full guide: Reading Hyperlex evidence.

Rules (non-negotiable)¶

Brier requires settlement

Pipeline / analyze / Phase 5 keep brier: null.
Numeric Brier only after operator settle → score-series.

Primary store is local

Pages never replaces ~/.hyperlex/. Archive export is sanitized static history.

Hosts may import Abraxas-shaped modules from Hyperlex. Hyperlex never imports Abraxas.

Map¶

Need	Go
Researcher reading	demos/reading-evidence
Auto backend	commands · operator-loop
Multi-term demos	demos/atomic-terms
Skill contract	hermes-skill
Lineages	slang-lineages
Calibration	brier-calibration
Simulation	phase5
Run history	archive
Splash	Home

Publish a snapshot to Pages¶

$HLX archive-export --include-home-receipts --history
$HLX simulate --term "sigma rizz locked in" --out /tmp/p5.json
$HLX archive-export --phase5 /tmp/p5.json --history --snapshot-id "phase5-atoms-$(date -u +%Y%m%d)"

Commit docs/archive/ and push — docs workflow rebuilds the site.

Site: scrimshawlife-ctrl.github.io/Hyperlex

pipeline = auto · Brier requires settlement · vector ≠ probability · primary store ~/.hyperlex